Navigating the challenges of spectral soil sensing: Key solutions for success

Diffuse reflectance spectroscopy (DRS) has emerged as a powerful tool in soil science, providing detailed soil information across diverse landscapes. Its potential to revolutionise soil assessment is immense; however, the path to fully globalising soil spectroscopy is challenging. Researchers around the world have the ambition to harness a global soil spectral library (SSL) for rapid, accurate, and cost-effective soil evaluation. Yet, there are still operational challenges that must be addressed to operationalise soil spectroscopy for routine analysis. We categorise these challenges into four fundamental topics: the standardisation of spectra acquisition, the representation and modelling of soil diversity, the complexities of soil matrix overlapping effects, and the need for temporal monitoring of soils through spectroscopy. First, the variability in measurement protocols and equipment across studies hinders the comparability of results. Establishing standardised methods for spectra acquisition will enhance reproducibility and foster collaboration across the global scientific community. Second, soils are inherently diverse, reflecting a vast array of physical and chemical properties. Capturing this diversity in soil spectral libraries poses a modelling challenge. Comprehensive representation of various soil types and conditions is crucial for the successful application of spectral techniques. Third, the spectral signatures of different soil properties often overlap, complicating the interpretation of spectral data. Understanding and mitigating the effects of matrix interactions are essential for improving the accuracy of soil properties prediction. Fourth, monitoring soil conditions over time is vital for sustainable land management. Developing methodologies that allow for effective temporal assessments using spectroscopy will enhance our understanding of soil dynamics. We explore the advancements made in tackling these challenges and propose innovative solutions aimed at optimising and operationalising soil spectroscopy. By addressing these critical issues, we can pave the way for a future where soil spectroscopy is an integral part of routine soil analysis, enabling scientists and land managers to make informed decisions that promote soil security. • Challenges hindering operational spectroscopy discussed and solutions suggested. • Soil diversity need to be addressed more deeply in spectral libraries. • Dynamically refined SSLs & prior soil knowledge help with optimisation. • Temporal spiking with a rational strategy could be useful for soil monitoring. • Global consistency and harmonisation of spectra acquisition are required in future.

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Publication Details

Journal
Soil & Environmental Health
Published
2025-05-27
DOI
https://doi.org/10.1016/j.seh.2025.100160
Citations
1
Primary Topic
Soil Geostatistics and Mapping
Type
article
Field-Weighted Citation Impact
0.80

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article

Navigating the challenges of spectral soil sensing: Key solutions for success

Nicolas Francos, Asa Gholizadeh, Amin Sharififar, Alex B. McBratney et al.
1 citations
Soil & Environmental Health
Soil Geostatistics and Mapping
0.80
article

Navigating the challenges of spectral soil sensing: Key solutions for success

Nicolas Francos, Asa Gholizadeh, Amin Sharififar, Alex B. McBratney, Budiman Minasny, Senani Karunaratne, Wartini Ng
article en
1 citations

Abstract

Diffuse reflectance spectroscopy (DRS) has emerged as a powerful tool in soil science, providing detailed soil information across diverse landscapes. Its potential to revolutionise soil assessment is immense; however, the path to fully globalising soil spectroscopy is challenging. Researchers around the world have the ambition to harness a global soil spectral library (SSL) for rapid, accurate, and cost-effective soil evaluation. Yet, there are still operational challenges that must be addressed to operationalise soil spectroscopy for routine analysis. We categorise these challenges into four fundamental topics: the standardisation of spectra acquisition, the representation and modelling of soil diversity, the complexities of soil matrix overlapping effects, and the need for temporal monitoring of soils through spectroscopy. First, the variability in measurement protocols and equipment across studies hinders the comparability of results. Establishing standardised methods for spectra acquisition will enhance reproducibility and foster collaboration across the global scientific community. Second, soils are inherently diverse, reflecting a vast array of physical and chemical properties. Capturing this diversity in soil spectral libraries poses a modelling challenge. Comprehensive representation of various soil types and conditions is crucial for the successful application of spectral techniques. Third, the spectral signatures of different soil properties often overlap, complicating the interpretation of spectral data. Understanding and mitigating the effects of matrix interactions are essential for improving the accuracy of soil properties prediction. Fourth, monitoring soil conditions over time is vital for sustainable land management. Developing methodologies that allow for effective temporal assessments using spectroscopy will enhance our understanding of soil dynamics. We explore the advancements made in tackling these challenges and propose innovative solutions aimed at optimising and operationalising soil spectroscopy. By addressing these critical issues, we can pave the way for a future where soil spectroscopy is an integral part of routine soil analysis, enabling scientists and land managers to make informed decisions that promote soil security. • Challenges hindering operational spectroscopy discussed and solutions suggested. • Soil diversity need to be addressed more deeply in spectral libraries. • Dynamically refined SSLs & prior soil knowledge help with optimisation. • Temporal spiking with a rational strategy could be useful for soil monitoring. • Global consistency and harmonisation of spectra acquisition are required in future.

Soil & Environmental HealthVol. 3(3)
The University of Sydney (AU), Czech University of Life Sciences Prague (CZ), Health Sciences and Nutrition (AU), Plant Industry (AU)
Australian Research Council
Climate action
Openalex Percentile: Top 29%
Soil Geostatistics and Mapping
0.80
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